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Educational epidemiology: applying population-based design and analytic approaches to study medical education.

Conducting educational research in medical schools is challenging partly because interventional controlled research designs are difficult to apply. In addition, strict accreditation requirements and student/faculty concerns about educational inequality reduce the flexibility needed to plan and execute educational experiments. Consequently, there is a paucity of rigorous and generalizable educational research to provide an evidence-guided foundation to support educational effectiveness. "Educational epidemiology," ie, the application across the physician education continuum of observational designs (eg, cross-sectional, longitudinal, cohort, and case-control studies) and randomized experimental designs (eg, randomized controlled trials, randomized crossover designs), could revolutionize the conduct of research in medical education. Furthermore, the creation of a comprehensive national network of educational epidemiologists could enhance collaboration and the development of a strong educational research foundation.

Education, Medical↗

Classification of suicidal and nonsuicidal outpatients: a cluster-analytic approach.

The revised Beck Depression Inventory (BDI), Hopelessness Scale (BHS), Anxiety Inventory (BAI), and Scale for Suicide Ideation (SSI) were administered to 1,172 outpatients diagnosed with mixed psychiatric disorders. The SSI then was used to classify the patients into 127 (10.8%) suicide ideators and 1,045 (89.2%) nonideators. Both agglomerative-hierarchical and nonhierarchical cluster analyses then were employed to identify three types of nonideators, who represented anxious depressed, hopeless depressed, and below-average overall symptomatology, and four types of ideators, who reflected hopeless, anxious depressed, severely suicidal, and below-average overall symptomatology. Implications of these classification systems for describing psychopathology were discussed.

Adult↗

The role of vitamin D in corticosteroid-induced osteoporosis: a meta-analytic approach.

OBJECTIVE: To determine if vitamin D is more effective than no therapy or calcium alone in the management of corticosteroid-induced osteoporosis, and to determine how vitamin D compares with other osteoporosis therapies, e.g., bisphosphonates, calcitonin, or fluoride, for this condition. METHODS: We evaluated all formulations of vitamin D, including its active metabolites and analogs. A systematic search for published and unpublished studies was conducted using MEDLINE (1966-December 1997), bibliographic references, abstracts from proceedings of recent national meetings, and contact with pharmaceutical companies and content experts. We included all randomized controlled trials lasting at least 6 months (and reporting extractable results), of patients receiving oral corticosteroids, that compared vitamin D with either 1) no therapy or calcium alone, or 2) bisphosphonates, calcitonin, or fluoride. The primary outcome measure of interest was change in lumbar spine bone mineral density. RESULTS: We found a moderate beneficial effect of vitamin D plus calcium versus no therapy or calcium alone (9 trials) (effect size 0.60; 95% confidence interval [95% CI] 0.34, 0.85; P < 0.0001). In comparisons of vitamin D with other osteoporosis therapies, bisphosphonates were more effective than vitamin D (6 trials) (effect size 0.57; 95% CI 0.09, 1.05). Calcitonin was similar in efficacy to vitamin D (4 trials) (effect size 0.03; 95% CI -0.39, 0.45). Fluoride was more effective than vitamin D, but there were only 2 trials. CONCLUSION: Vitamin D plus calcium is superior to no therapy or calcium alone in the management of corticosteroid-induced osteoporosis. Vitamin D is less effective than some osteoporosis therapies. Therefore, treatment with vitamin D plus calcium, as a minimum, should be recommended to patients receiving long-term corticosteroids.

Adrenal Cortex Hormones↗

Haplotype analysis in simplex families and novel analytic approaches in a case-control cohort reveal no evidence of association of the CTLA-4 gene with rheumatoid arthritis.

OBJECTIVE: Cytotoxic T lymphocyte-associated antigen 4 (CTLA-4) is a negative regulator of T cells and is, therefore, a strong candidate susceptibility gene for T cell-mediated autoimmune diseases. The association of CTLA-4 single-nucleotide polymorphisms (SNPs) with rheumatoid arthritis (RA) has been investigated previously, with inconsistent results. Recently, SNPs mapping to the gene (and not previously investigated in RA) have been associated with both type 1 diabetes mellitus and Graves' disease. The aim of this study was to investigate the association of the CTLA-4 polymorphism with RA. METHODS: Primer extension methods were used to genotype 5 haplotype-tagging SNPs (htSNPs) (-1722 T/C, -1661 A/G, -658 C/T, -319 C/T, and +49 A/G), and the TaqMan 5' allelic discrimination assay was used to genotype an additional 2 SNPs (CT60 and rs1863800) mapping to the CTLA-4 gene. Association to the 5 htSNPs was investigated using the transmission disequilibrium test in RA simplex families (n = 122). Allele frequencies for the htSNPs were also investigated in affected sibling pairs (n = 96) and unrelated controls (n = 173). For the SNPs CT60 and rs1863800, unrelated patients with RA (n = 759) were compared with controls (n = 755). RESULTS: No evidence for association to single markers or haplotypes of the 5 htSNPs was detected in either RA simplex families or the affected sibling-control cohort. Neither of the 2 SNPs recently associated with Graves' disease showed evidence for association in the unrelated patient-control cohort. CONCLUSION: No evidence for association of CTLA-4 with RA was detected using family or case-control methods.

Adult↗

Analytical approaches relating genetic evolutionary pathways to prognostic factors.

Human solid tumors accumulate multiple genetic abnormalities as they progress to advanced stages. Multiparameter flow cytometry measurements of individual cells within each tumor may be useful in describing the genetic pathways taken by individual tumors during the course of their genetic evolution. In this paper, we analyzed correlated cell-by-cell measurements of cell DNA content, HER-2/neu protein content, and ras protein content obtained by multiparameter flow cytometry studies of primary breast cancers from 92 patients. These laboratory findings were correlated with established clinical prognostic factors for each patient at the time of diagnosis, using a stepwise multiple analysis of variance (MANOVA). The stepwise MANOVA successively splits a group of patients into two mutually exclusive dissimilar groups, selecting the clinical prognostic factor that is most effective in doing so. Using this criterion, formation of the first three groups that were judged most dissimilar on the cytometry parameters was based on the number of positive nodes at the time of diagnosis. We show that ploidy, HER-2/neu protein content, and ras protein content, as measured by multiple parameter flow cytometry, are correlated with nodal status and other known clinical prognostic factors. The cell-by-cell multiparameter data suggest that for some individual tumors there are multiple genetic evolutionary pathways. Multiple genetic evolutionary pathways are also suggested by the MANOVA analysis. Focusing on the identification and analysis of genetic evolutionary pathways within individual tumors and across patients appears to offer a promising approach for defining the prognosis of early cancers.

Aged↗

Distribution of low-density lipoprotein-bound low-molecular-weight thiols: a new analytical approach.

We have recently demonstrated that low-density lipoprotein (LDL) apoprotein is able to bind the most concentrated plasma thiols such as cysteine, cysteinylglycine, and homocysteine by disulfide linkage. However, the LIF CE assay employed to measure linked thiols was not sensitive enough to verify whether low concentrated plasma thiols as glutathione and glutamylcysteine are also linked to apoprotein. By modifying sample treatment and electrophoretic parameters we set up a new method with an LOQ of about 1.5 nmol/L, by which we demonstrate that LDL apoprotein binds all physiological plasma thiols. The increased sensitivity was obtained by drying released apoB thiols after reduction treatment, dissolving them directly in a low volume of derivatization buffer and decreasing the dilution factor of derivatized sample before CE injection. Moreover, by increasing the concentration of the electrolyte buffer, we improved the selectivity of peaks, in particular between glutathione (GSH) and the impurity peak derived from unreacted 5-iodoacetamidofluorescein, which in the previous electrophoretic conditions were overlapped. The method optimization, reached by searching the best combination between sample matrix and CE run buffer, is fully described. Given the potential pathologic significance of protein thiolation, the proposed method may be useful to understand the mechanisms and the balances that regulate the interaction between thiols and -SH free groups of proteins.

Apolipoproteins B↗

Linkage disequilibrium mapping in trisomic populations: analytical approaches and an application to congenital heart defects in Down syndrome.

Many of the birth defects associated with trisomy exhibit both variable expressivity and incomplete penetrance. This variability suggests that it is allelic variation and not simply the presence of an additional chromosome that leads to the development of certain trisomy-associated birth defects. With the proper tools, one may use trisomic populations to identify genes involved in the development of specific birth defects. A trisomic population may be advantageous over a normal population if the defect is over-represented in the trisomic population. Alternatively, one can view the trisomic populations as a "model system" to offer insight into aspects of both normal and abnormal embryonic development. Standard disomic linkage disequilibrium mapping approaches need to be adjusted to account for the presence of the additional genetic material in the trisomic individuals. We present an approach for linkage disequilibrium mapping of variable phenotypes in a trisomic population that adequately accounts for the additional alleles and the pattern of non-independent inheritance. We establish the laboratory methods and statistical tools necessary to conduct an association study in a trisomic population. As an example, we have applied these tools to a pilot study of Down syndrome-associated congenital heart defects.

Alleles↗

The sensitivity of somatic symptoms in post-stroke depression: a discriminant analytic approach.

BACKGROUND: Somatic and neurocognitive symptoms of depression may overlap with the physical symptoms of stroke, and thus make the diagnosis of post-stroke depression difficult. AIM: To assess the sensitivity of individual depressive symptoms and their contribution to the diagnosis of post-stroke depression. PATIENTS AND METHODS: Two hundred and six patients with first-ever stroke, participating in a longitudinal study, were administered the Structured Clinical Interview for DSM-IV and the Hamilton Depression Rating Scale (HAM-D). In a discriminant analysis the relative contribution of the individual HAM-D items to the diagnosis of major depressive disorder was evaluated. RESULTS: The cumulative incidence of post-stroke major depressive disorder was 32%. The discriminant model based on HAM-D item scores was highly significant (p<0.001) and classified 88.3% of patients correctly as depressed or nondepressed. As expected, 'depressed mood' discriminated best between depressed and non-depressed stroke patients. 'Reduced interests' had a relatively low sensitivity and may in part reflect 'apathy', which often is considered a separate construct. With the exception of 'suicidal thoughts', most psychological symptoms, such as 'hypochondriasis', 'lack of insight' and 'feelings of guilt', were not very sensitive. Some somatic symptoms, such as 'reduced appetite', 'psychomotor retardation', and 'fatigue' had high discriminative properties. CONCLUSION: Psychological, neurocognitive and somatic symptoms of depression differ among themselves in terms of diagnostic sensitivity, and should be considered individually. Some somatic symptoms are highly sensitive for depression and should not be neglected by following an 'exclusive' or 'attributional' approach to the diagnosis of PSD.

Aged↗

Expression of delta F508 cystic fibrosis transmembrane conductance regulator protein and related chloride transport properties in the gallbladder epithelium from cystic fibrosis patients.

Cystic fibrosis transmembrane conductance regulator (CFTR), the cystic fibrosis (CF) gene product, functions as an adenosine 3', 5'-cyclic monophosphate (cAMP)-regulated chloride channel in the apical membrane of biliary epithelial cells, including gallbladder epithelial cells. It has been shown that triangle upF508, the most common CF mutation, impedes CFTR trafficking to the apical surface of epithelial cells. To elucidate the mechanisms of CF biliary disease, we examined structural features, CFTR expression, and chloride transport properties in gallbladder epithelial cells from nine triangle upF508 homozygous liver transplant recipients. Three CF patients had microgallbladders, characterized by severe histological abnormalities. Microgallbladder epithelial cells displayed aberrant immunolocalization of CFTR and of other normally apical proteins in the lateral domain of their plasma membrane and in their cytoplasm. This pattern was mimicked by chronic cholecystitis in non-CF patients. In the 6 remaining CF patients, CFTR was predominantly apical in the gallbladder epithelium, consistent with the detection of a fully glycosylated form by Western blot. In CF as compared with non-CF gallbladder epithelial cells in primary culture, chloride efflux was lower in response to cAMP and tended to be higher in response to exogenous adenosine 5'-triphosphate (ATP). The CF cells exhibited a residual cAMP-dependent chloride secretion that was inversely correlated with ATP-induced chloride secretion, and almost completely blunted in the cells derived from microgallbladders. Our results suggest that epithelial structural alterations aggravate triangle upF508 CFTR mislocalization in the gallbladder epithelium. The associated decrease in residual cAMP-dependent chloride secretion may contribute to biliary damage despite the up-regulation of alternative chloride transport pathways.

Adolescent↗

Folate intake and colorectal cancer risk: a meta-analytical approach.

Adequate consumption of folate may reduce the risk of colorectal cancer. We performed a meta-analysis of 7 cohort and 9 case-control studies that examined the association between folate consumption and colorectal cancer risk. In cohort studies, the association between folate consumption and colorectal cancer risk was stronger for dietary folate (folate from foods alone; relative risk for high vs. low intake = 0.75; 95% CI = 0.64-0.89) than for total folate (folate from foods and supplements; relative risk for high vs. low intake = 0.95; 95% CI = 0.81-1.11) and there was no significant heterogeneity between studies. There was significant heterogeneity between case-control studies. These results offer some support for the hypothesis that folate has a small protective effect against colorectal cancer but confounding by other dietary factors cannot be ruled out.

Case-Control Studies↗

An analytic approach to quantifying pain scores.

Statistical problems in clinical trials frequently involve fitting regression lines when the underlying data are categorical or ordinal response variables. Usually an ad hoc a priori quantification is used to assign values to these ordinal responses. For pain intensity data collected in analgesic trials, the usual approach is to set none equal to 0, mild equal to 1, moderate equal to 2, and severe equal to 3. While this scheme has been generally accepted, on the basis that for similar clinical trials reasonably similar results are obtained by different investigators, concern exists that the distances between pain scores are probably not equal. A method is presented for quantifying categorical responses so that the resulting scores maximize the simultaneous fit of the dose-response regression lines. The optimal scores derived by this technique may then be used in a bioassay analysis to estimate the relative potency of 2 compounds. As illustrative examples, this method was applied to data from 2 clinical trials and the results were compared to the usual method.

Analysis of Variance↗

Dopamine transporter imaging and SPECT in diagnostic work-up of Parkinson's disease: a decision-analytic approach.

As a diagnostic test for patients with suspected Parkinson's disease (PD), single photon emission computed tomography (SPECT) using [(123)I]FP-CIT tracer has better sensitivity but is more expensive than regular clinical examination (CE). Our objective was to evaluate the clinical and economic impacts of different diagnostic strategies involving [(123)I]FP-CIT SPECT. We developed a decision tree model to predict adequate treatment-month equivalents (ATME), costs, and incremental cost-effectiveness ratio (ICER) during a 12-month time horizon in patients with suspected PD referred to a specialized movement disorder outpatient clinic. In our cost- effectiveness analysis, we adopted the perspective of the German health care system and used data from a German prospective health care utilization study (n = 142) and published diagnostic studies. Compared strategies were CE only (EXAM+), SPECT only (SPECT+), SPECT following negative CE (SINGLE+), and SPECT following positive CE (DOUBLE+). Costs of SPECT amounted to euro;789 per investigation. Based on our model, expected costs (and ATME) were euro;946 (52.85 ATME) for EXAM+, euro;1352 (53.40 ATME) for DOUBLE+, euro;1731 (32.82 ATME) for SINGLE+, and euro;2003 (32.96 ATME) for SPECT+; performance of SPECT was induced in 0%, 54%, 56%, and 100% of the patients, respectively. DOUBLE+ was more effective and less expensive than SINGLE+ or SPECT+; thus these two do not offer reasonable choices. The ICER of DOUBLE+ compared to EXAM+ was euro;733 per ATME gained. In sensitivity analyses, the ICER of DOUBLE+ versus EXAM+ ranged from euro;63 to euro;2411 per ATME gained. Whether the diagnostic work-up of patients referred to a specialized movement disorder clinic with a high prevalence of PD should include [(123)I]FP-CIT SPECT depends on patient preferences and the decision maker's willingness to pay for adequate early treatment. SPECT should be used as a confirmatory test before treatment initiation and limited to patients with a positive test result in the clinical examination. These results should be adjusted to the specific setting and individual patient preferences.

Ambulatory Care Facilities↗

(2)H- and (13)C-labelled tracers compared for kinetic studies of ascorbic acid metabolism in man: a factor analytical approach.

A recent report that a (13)C stable isotope method can be used to measure the kinetics of ascorbic acid uptake and distribution in man has raised some interesting questions with regard to the physiological interpretation of the data obtained, in particular the sizes of the ascorbate distribution spaces. In order to prove that this result is not a function of the label used we have compared the behaviour of two different tracers to see if they are likely to give comparable results for the kinetic parameters. Volunteers received an oral dose of ascorbic acid, half of which was labelled with (2)H, and half of which was labelled with (13)C. Blood samples were taken over the course of the next 48 h, and ascorbic acid mass spectra measured by gas chromatography/mass spectrometry (GC/MS). Principal component analysis was used to investigate the number of factors required to explain the total variations observed in the ratios of the molecular isotopomer cluster over the time course of the experiment. Theoretical cracking patterns were then used as test vectors in target transformation and as the basis for subsequent combination to determine tracer/tracee ratios. Two factors were found sufficient to account for the observed cracking pattern variations within experimental error. These were identified as (1) the spectrum of unlabelled (endogenous) ascorbic acid, and (2) a linear combination of the spectra of the two labelled species used. The absence of a third factor in the decomposition indicates that there is no difference in the behaviour of the (13)C- and (2)H-labelled tracers. Target testing allowed the tracer/tracee ratios to be determined using calculated cracking patterns, and produced equivalent results to conventional methods. Our experience in this work indicates that factor analysis has a useful place in many kinetic studies of this kind, either with one or many labelled species.

Administration, Oral↗

Estimating transitions between symptom severity states over time in schizophrenia: a Bayesian meta-analytic approach.

We obtain the posterior predictive distribution of transition probabilities between symptom severity states over time for patients with schizophrenia by (i) employing a Bayesian meta-analysis of published clinical trials and observational studies to estimate the posterior distribution of parameters that guide changes in Positive and Negative Syndrome Scale (PANSS) scores over time and under the influence of various drugs and (ii) by propagating the variability from the posterior distributions of the parameters through a micro-simulation model that is formulated based on schizophrenia progression. Results show detailed differences among haloperidol, risperidone and olanzapine in controlling various levels of severities of positive, negative and joint symptoms over time. For example, risperidone seems best in controlling severe positive symptoms while olanzapine is the worst in that during the first quarter of drug treatment; however, olanzapine seems to be best in controlling severe negative symptoms across all four quarters of treatment while haloperidol is the worst in this regard. These details may further serve to better estimate quality of life of patients and aid in resource utilization decisions in treating schizophrenic patients. In addition, consistent estimation of uncertainty in the time-profile parameters also has important implications for the practice of cost-effectiveness analysis and for future resource allocation policies in schizophrenia treatment.

Antipsychotic Agents↗